Antenna Season Report Notebook¶

Josh Dillon, Last Revised January 2022

This notebook examines an individual antenna's performance over a whole season. This notebook parses information from each nightly rtp_summarynotebook (as saved to .csvs) and builds a table describing antenna performance. It also reproduces per-antenna plots from each auto_metrics notebook pertinent to the specific antenna.

In [1]:
import os
from IPython.display import display, HTML
display(HTML("<style>.container { width:100% !important; }</style>"))
In [2]:
# If you want to run this notebook locally, copy the output of the next cell into the next line of this cell.
# antenna = "004"
# csv_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/_rtp_summary_'
# auto_metrics_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/auto_metrics_inspect'
# os.environ["ANTENNA"] = antenna
# os.environ["CSV_FOLDER"] = csv_folder
# os.environ["AUTO_METRICS_FOLDER"] = auto_metrics_folder
In [3]:
# Use environment variables to figure out path to the csvs and auto_metrics
antenna = str(int(os.environ["ANTENNA"]))
csv_folder = os.environ["CSV_FOLDER"]
auto_metrics_folder = os.environ["AUTO_METRICS_FOLDER"]
print(f'antenna = "{antenna}"')
print(f'csv_folder = "{csv_folder}"')
print(f'auto_metrics_folder = "{auto_metrics_folder}"')

antenna = "71"
csv_folder = "/home/obs/src/H6C_Notebooks/_rtp_summary_"
auto_metrics_folder = "/home/obs/src/H6C_Notebooks/auto_metrics_inspect"
In [4]:
display(HTML(f'<h1 style=font-size:50px><u>Antenna {antenna} Report</u><p></p></h1>'))

Antenna 71 Report

In [5]:
import numpy as np
import pandas as pd
pd.set_option('display.max_rows', 1000)
import glob
import re
from hera_notebook_templates.utils import status_colors, Antenna
In [6]:
# load csvs and auto_metrics htmls in reverse chronological order
csvs = sorted(glob.glob(os.path.join(csv_folder, 'rtp_summary_table*.csv')))[::-1]
print(f'Found {len(csvs)} csvs in {csv_folder}')
auto_metric_htmls = sorted(glob.glob(auto_metrics_folder + '/auto_metrics_inspect_*.html'))[::-1]
print(f'Found {len(auto_metric_htmls)} auto_metrics notebooks in {auto_metrics_folder}')

Found 72 csvs in /home/obs/src/H6C_Notebooks/_rtp_summary_
Found 70 auto_metrics notebooks in /home/obs/src/H6C_Notebooks/auto_metrics_inspect
In [7]:
# Per-season options
mean_round_modz_cut = 4
dead_cut = 0.4
crossed_cut = 0.0

def jd_to_summary_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H6C_Notebooks/blob/main/_rtp_summary_/rtp_summary_{jd}.html'

def jd_to_auto_metrics_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H6C_Notebooks/blob/main/auto_metrics_inspect/auto_metrics_inspect_{jd}.html'

Load relevant info from summary CSVs¶

In [8]:
this_antenna = None
jds = []

# parse information about antennas and nodes
for csv in csvs:
    df = pd.read_csv(csv)
    for n in range(len(df)):
        # Add this day to the antenna
        row = df.loc[n]
        if isinstance(row['Ant'], str) and '<a href' in row['Ant']:
            antnum = int(row['Ant'].split('</a>')[0].split('>')[-1]) # it's a link, extract antnum
        else:
            antnum = int(row['Ant'])
        if antnum != int(antenna):
            continue
        
        if np.issubdtype(type(row['Node']), np.integer):
            row['Node'] = str(row['Node'])
        if type(row['Node']) == str and row['Node'].isnumeric():
            row['Node'] = 'N' + ('0' if len(row['Node']) == 1 else '') + row['Node']
            
        if this_antenna is None:
            this_antenna = Antenna(row['Ant'], row['Node'])
        jd = [int(s) for s in re.split('_|\.', csv) if s.isdigit()][-1]
        jds.append(jd)
        this_antenna.add_day(jd, row)
        break
In [9]:
# build dataframe
to_show = {'JDs': [f'<a href="{jd_to_summary_url(jd)}" target="_blank">{jd}</a>' for jd in jds]}
to_show['A Priori Status'] = [this_antenna.statuses[jd] for jd in jds]

df = pd.DataFrame(to_show)

# create bar chart columns for flagging percentages:
bar_cols = {}
bar_cols['Auto Metrics Flags'] = [this_antenna.auto_flags[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jee)'] = [this_antenna.dead_flags_Jee[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jnn)'] = [this_antenna.dead_flags_Jnn[jd] for jd in jds]
bar_cols['Crossed Fraction in Ant Metrics'] = [this_antenna.crossed_flags[jd] for jd in jds]
bar_cols['Flag Fraction Before Redcal'] = [this_antenna.flags_before_redcal[jd] for jd in jds]
bar_cols['Flagged By Redcal chi^2 Fraction'] = [this_antenna.redcal_flags[jd] for jd in jds]
for col in bar_cols:
    df[col] = bar_cols[col]

z_score_cols = {}
z_score_cols['ee Shape Modified Z-Score'] = [this_antenna.ee_shape_zs[jd] for jd in jds]
z_score_cols['nn Shape Modified Z-Score'] = [this_antenna.nn_shape_zs[jd] for jd in jds]
z_score_cols['ee Power Modified Z-Score'] = [this_antenna.ee_power_zs[jd] for jd in jds]
z_score_cols['nn Power Modified Z-Score'] = [this_antenna.nn_power_zs[jd] for jd in jds]
z_score_cols['ee Temporal Variability Modified Z-Score'] = [this_antenna.ee_temp_var_zs[jd] for jd in jds]
z_score_cols['nn Temporal Variability Modified Z-Score'] = [this_antenna.nn_temp_var_zs[jd] for jd in jds]
z_score_cols['ee Temporal Discontinuties Modified Z-Score'] = [this_antenna.ee_temp_discon_zs[jd] for jd in jds]
z_score_cols['nn Temporal Discontinuties Modified Z-Score'] = [this_antenna.nn_temp_discon_zs[jd] for jd in jds]
for col in z_score_cols:
    df[col] = z_score_cols[col]

ant_metrics_cols = {}
ant_metrics_cols['Average Dead Ant Metric (Jee)'] = [this_antenna.Jee_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Dead Ant Metric (Jnn)'] = [this_antenna.Jnn_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Crossed Ant Metric'] = [this_antenna.crossed_metrics[jd] for jd in jds]
for col in ant_metrics_cols:
    df[col] = ant_metrics_cols[col]

redcal_cols = {}
redcal_cols['Median chi^2 Per Antenna (Jee)'] = [this_antenna.Jee_chisqs[jd] for jd in jds]
redcal_cols['Median chi^2 Per Antenna (Jnn)'] = [this_antenna.Jnn_chisqs[jd] for jd in jds]   
for col in redcal_cols:
    df[col] = redcal_cols[col]

# style dataframe
table = df.style.hide_index()\
          .applymap(lambda val: f'background-color: {status_colors[val]}' if val in status_colors else '', subset=['A Priori Status']) \
          .background_gradient(cmap='viridis', vmax=mean_round_modz_cut * 3, vmin=0, axis=None, subset=list(z_score_cols.keys())) \
          .background_gradient(cmap='bwr_r', vmin=dead_cut-.25, vmax=dead_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .background_gradient(cmap='bwr_r', vmin=crossed_cut-.25, vmax=crossed_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .background_gradient(cmap='plasma', vmax=4, vmin=1, axis=None, subset=list(redcal_cols.keys())) \
          .applymap(lambda val: 'font-weight: bold' if val < dead_cut else '', subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val < crossed_cut else '', subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .applymap(lambda val: 'color: red' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .bar(subset=list(bar_cols.keys()), vmin=0, vmax=1) \
          .format({col: '{:,.4f}'.format for col in z_score_cols}) \
          .format({col: '{:,.4f}'.format for col in ant_metrics_cols}) \
          .format('{:,.2%}', na_rep='-', subset=list(bar_cols.keys())) \
          .set_table_styles([dict(selector="th",props=[('max-width', f'70pt')])])

Table 1: Per-Night RTP Summary Info For This Atenna¶

This table reproduces each night's row for this antenna from the RTP Summary notebooks. For more info on the columns, see those notebooks, linked in the JD column.

In [10]:
display(HTML(f'<h2>Antenna {antenna}, Node {this_antenna.node}:</h2>'))
HTML(table.render(render_links=True, escape=False))

Antenna 71, Node N04:

Out[10]:
JDs A Priori Status Auto Metrics Flags Dead Fraction in Ant Metrics (Jee) Dead Fraction in Ant Metrics (Jnn) Crossed Fraction in Ant Metrics Flag Fraction Before Redcal Flagged By Redcal chi^2 Fraction ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score Average Dead Ant Metric (Jee) Average Dead Ant Metric (Jnn) Average Crossed Ant Metric Median chi^2 Per Antenna (Jee) Median chi^2 Per Antenna (Jnn)
2459888 digital_ok 100.00% 0.00% 0.00% 0.00% - - 6.857624 -0.589296 0.451739 0.879898 1.322732 0.877510 1.047845 0.473012 0.7241 0.7240 0.3618 nan nan
2459887 digital_ok 100.00% 0.00% 0.00% 0.00% - - 7.197700 -0.386138 0.619501 0.708164 0.047144 0.459040 3.614918 0.851707 0.7085 0.7069 0.3743 nan nan
2459886 digital_ok 100.00% 0.00% 0.00% 0.00% - - 10.131322 -0.543496 0.538707 0.791484 1.349991 1.788820 1.140530 1.033606 0.7875 0.7705 0.3080 nan nan
2459885 digital_ok 100.00% 0.00% 0.00% 0.00% - - 10.902654 -0.322635 2.512872 2.244975 0.652709 0.431013 2.661665 0.622992 0.7572 0.7444 0.3282 nan nan
2459884 digital_ok 100.00% 0.00% 0.00% 0.00% - - 6.950963 -0.444525 0.470088 0.709745 1.353824 0.897870 1.693121 1.590506 0.7113 0.7018 0.3764 nan nan
2459883 digital_ok 100.00% 0.00% 0.00% 0.00% - - 8.853293 -0.146874 2.622310 2.244701 0.305542 0.232857 5.801839 5.574592 0.7093 0.7050 0.3692 nan nan
2459882 digital_ok 100.00% 0.00% 0.00% 0.00% - - 14.791454 -0.543288 2.689286 2.493257 0.189934 1.374785 1.605796 1.155669 0.7131 0.7074 0.3632 nan nan
2459881 digital_ok 100.00% 0.00% 0.00% 0.00% - - 8.717978 -0.458909 3.169987 1.955330 1.620379 0.236563 2.081726 2.063948 0.7445 0.7489 0.3186 nan nan
2459880 digital_ok 100.00% 0.00% 0.00% 0.00% - - 10.181190 -0.254598 3.234600 2.593897 0.298490 -0.028986 4.019427 1.539271 0.7038 0.7059 0.3796 nan nan
2459879 digital_ok 100.00% 0.00% 0.00% 0.00% - - 5.618258 -0.399827 0.698804 0.929628 0.371902 1.209908 0.622150 0.750780 0.6919 0.6962 0.3922 nan nan
2459878 digital_ok 100.00% 0.00% 0.00% 0.00% - - 9.525959 -0.448755 3.889010 3.117703 0.895163 1.379818 9.536783 3.016019 0.6968 0.7045 0.3861 nan nan
2459876 digital_ok 100.00% 0.00% 0.00% 0.00% - - 9.958691 -0.174997 2.434388 2.716678 0.128042 0.848815 8.100216 2.316214 0.7152 0.6957 0.3829 nan nan
2459875 digital_ok 100.00% 0.00% 0.00% 0.00% - - 11.441520 -0.060439 3.141645 2.639169 1.313102 1.642241 0.094325 0.202056 0.7293 0.7256 0.3812 nan nan
2459874 digital_ok 100.00% 0.00% 0.00% 0.00% - - 15.519001 -0.179196 1.271528 1.133044 0.692646 1.371271 0.698135 1.342055 0.7152 0.6943 0.3750 nan nan
2459873 digital_ok 100.00% 0.00% 0.00% 0.00% - - 11.668281 -0.231505 1.835850 1.533692 0.553772 0.618674 0.207565 0.114465 0.7271 0.7010 0.3629 nan nan
2459872 digital_ok 100.00% 0.00% 0.00% 0.00% - - 11.231388 -0.373657 2.425898 1.421250 1.591643 0.245353 -0.289010 0.007875 0.7146 0.6970 0.3853 nan nan
2459871 digital_ok 100.00% 0.00% 0.00% 0.00% - - 8.658639 -0.290263 3.065064 2.016078 0.112384 1.199437 2.612836 0.221270 0.7206 0.6942 0.3789 nan nan
2459870 digital_ok 100.00% 0.00% 0.00% 0.00% - - 14.064967 -0.257774 2.749427 1.847210 4.425686 2.598194 1.053742 2.484994 0.7298 0.7107 0.3697 nan nan
2459869 digital_ok 100.00% 0.00% 0.00% 0.00% - - 11.602251 0.243268 2.906336 1.801122 3.179037 1.177414 0.176364 -0.125422 0.7363 0.7256 0.3636 nan nan
2459868 digital_ok 100.00% 0.00% 0.00% 0.00% - - 12.592779 -0.143079 3.969399 2.364782 0.127152 0.925846 0.626032 0.754839 0.7203 0.7022 0.3803 nan nan
2459867 digital_ok 100.00% 0.00% 0.00% 0.00% - - 9.646035 -0.571492 2.476399 1.596568 0.733761 0.689013 0.104168 0.502830 0.7324 0.7061 0.3805 nan nan
2459866 digital_ok 100.00% 0.00% 0.00% 0.00% - - 10.701472 -0.492969 2.470740 2.008704 1.375613 1.306609 0.412557 -0.212759 0.7301 0.7082 0.3744 nan nan
2459865 digital_ok 100.00% 0.00% 0.00% 0.00% - - 12.037257 0.057079 2.796300 1.369075 0.601514 1.540400 0.039691 -0.602230 0.7475 0.7245 0.3485 nan nan
2459864 digital_ok 100.00% 0.00% 0.00% 0.00% - - 11.616303 -1.380963 7.465394 -0.084366 -0.172384 -0.629946 0.432636 1.790742 0.7182 0.7022 0.3915 nan nan
2459863 digital_ok 100.00% 0.00% 0.00% 0.00% - - 8.113825 -0.993424 2.500205 0.352540 0.600975 2.402021 0.354768 0.016550 0.7103 0.6895 0.3877 nan nan
2459862 digital_ok 100.00% 0.00% 0.00% 0.00% - - 7.980686 -1.022457 8.422603 0.056223 1.122417 -0.638614 0.479714 0.054406 0.6945 0.7252 0.3984 nan nan
2459861 digital_ok 100.00% 0.00% 0.00% 0.00% - - 5.620183 -0.619198 2.672637 0.652672 1.597291 1.414781 -0.125256 0.305276 0.7226 0.7056 0.3961 nan nan
2459860 digital_ok 100.00% 0.00% 0.00% 0.00% - - 6.492629 -0.609447 7.980877 0.104701 1.971564 0.139246 0.099037 0.158478 0.7279 0.7040 0.3913 nan nan
2459859 digital_ok 100.00% 0.00% 0.00% 0.00% - - 5.090654 -0.696413 3.168367 0.758889 2.762945 0.890869 0.980521 0.566110 0.7303 0.7044 0.3931 nan nan
2459858 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 5.347753 -0.809368 3.274839 0.654002 4.660237 1.929175 0.246911 0.392637 0.7413 0.7127 0.4000 3.354470 2.666237
2459857 digital_ok 0.00% 100.00% 100.00% 0.00% - - -0.331940 0.716194 0.183691 0.039657 -0.206555 -0.901534 -0.123510 -0.113309 0.0255 0.0266 0.0006 nan nan
2459856 digital_ok 0.00% 0.00% 0.00% 0.00% 3.43% 96.57% -0.223759 -0.824560 0.251967 -1.076198 -0.206480 -1.153102 -0.770481 -0.519833 0.7343 0.7284 0.3899 14.715837 12.623089
2459855 digital_ok 0.00% 0.00% 0.00% 0.00% 4.58% 95.42% -0.096351 -0.321615 0.342914 -1.146165 0.509348 -0.818353 -0.227832 0.936904 0.7205 0.7421 0.4185 13.738406 14.296276
2459854 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 360.700941 360.936098 inf inf 3780.149264 3646.388598 10121.228596 9680.451492 nan nan nan 0.000000 0.000000
2459853 digital_ok 0.00% 0.00% 0.00% 0.00% 0.00% 99.44% -0.172393 -0.902205 -0.121582 -0.727415 -0.063215 -0.969351 -0.373525 -0.056032 0.7550 0.7185 0.4126 14.638602 12.996487
2459852 digital_ok 0.00% 0.00% 0.00% 0.00% 8.65% 91.35% -0.293112 -0.975728 -0.004026 -0.926836 -0.231071 -0.734389 -0.646879 -0.878426 0.8470 0.8551 0.2290 56.236551 54.877217
2459851 digital_ok 0.00% 0.00% 0.00% 0.00% 11.76% 88.24% -0.390909 -0.666975 -0.147759 -0.701423 -0.300772 -1.771150 -0.544783 -0.982969 0.7808 0.7730 0.3197 15.099209 14.090612
2459850 digital_ok 0.00% 0.00% 0.00% 0.00% 18.02% 81.98% -0.320662 -0.702292 -0.228998 -0.779567 0.374860 -1.231858 -0.445826 -0.542040 0.7611 0.7803 0.3401 12.476041 12.957250
2459849 digital_ok 0.00% 0.00% 0.00% 0.00% 16.67% 83.33% -0.408103 -1.136536 -0.601404 -0.004101 -0.399490 -0.110185 -0.351169 -0.212781 0.7608 0.7733 0.3435 14.131954 13.556106
2459848 digital_ok 0.00% 0.00% 0.00% 0.00% 30.15% 69.85% -0.331539 -0.705934 -0.972796 0.145032 1.115676 -1.245366 -0.631327 -0.696916 0.7397 0.7733 0.3680 11.687007 12.164893
2459847 digital_ok 0.00% 0.00% 0.00% 0.00% 3.21% 96.79% -0.191938 -0.726527 -0.967583 -0.013203 -0.059615 -0.758538 -0.515935 -0.711666 0.7398 0.7143 0.4167 11.063132 11.073210
2459846 digital_ok 0.00% 0.00% 0.00% 0.00% 33.33% 66.67% -0.518460 -1.037784 -0.674699 0.257493 -1.122219 -0.616805 -0.603522 -0.498896 0.8536 0.7177 0.4465 11.496152 7.932338
2459845 digital_ok 0.00% 0.00% 0.00% 0.00% 16.02% 83.98% -0.227829 -0.784062 -0.573537 1.419512 0.055493 -0.330809 -0.616525 -1.278998 0.7453 0.7683 0.3715 6.965322 1.542130
2459844 digital_ok 0.00% 100.00% 100.00% 0.00% - - -0.930827 2.202295 -0.729193 -0.499534 0.363286 -0.206158 -0.414141 -0.888864 0.0254 0.0274 0.0012 nan nan
2459843 digital_ok 0.00% 0.66% 0.66% 0.00% 15.22% 84.24% -0.074039 -0.361707 -1.195611 -0.659554 -0.535225 -0.952227 -0.440991 0.278577 0.7535 0.7665 0.3808 14.401003 14.115862
2459840 digital_ok 0.00% 100.00% 100.00% 0.00% - - 3.696035 -0.048183 -0.284804 0.222733 -0.665993 -0.693998 0.046016 -0.128424 0.0235 0.0232 0.0009 nan nan
2459839 digital_ok 0.00% - - - - - 0.265663 -1.029719 -0.607648 1.016842 -0.720534 -1.277180 0.036926 -0.503953 nan nan nan nan nan
2459838 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 43.311813 124.180484 53.093704 81.377069 39.563779 100.256708 313.314541 811.218503 0.0171 0.0163 0.0006 0.000000 0.000000
2459836 digital_ok - 100.00% 100.00% 0.00% - - nan nan nan nan nan nan nan nan 0.0395 0.0429 0.0112 nan nan
2459835 digital_ok 0.00% 100.00% 100.00% 0.00% - - 0.247278 0.277100 0.465180 0.685258 1.028009 1.822607 -0.166935 -0.693650 0.0406 0.0456 0.0136 nan nan
2459833 digital_ok 0.00% 100.00% 100.00% 0.00% - - -0.636223 1.362387 -0.959252 -0.705614 2.061421 0.283406 -0.041900 -0.843769 0.0413 0.0529 0.0115 nan nan
2459832 digital_ok 0.00% 100.00% 100.00% 0.00% 100.00% 0.00% 0.301393 -0.056304 -0.793682 -0.530420 -0.378915 -0.941096 -0.274729 -0.418640 0.0869 0.0834 0.0147 1.198814 1.203253
2459831 digital_ok 100.00% 100.00% 100.00% 0.00% - - 1.258300 2.084997 -0.703593 0.829564 -1.109888 -1.405269 0.241027 -0.146848 0.0452 0.0362 0.0022 nan nan
2459830 digital_ok 0.00% 100.00% 100.00% 0.00% 100.00% 0.00% 0.617604 -0.458540 -0.939213 -0.525633 1.622549 -1.102282 -0.286602 -0.446523 0.0837 0.0827 0.0146 1.235441 1.234946
2459829 digital_ok 0.00% 100.00% 100.00% 0.00% 100.00% 0.00% -0.001709 0.001709 -0.905252 -0.717591 -0.044571 1.639768 0.380920 0.969846 0.0864 0.0813 0.0128 -0.000000 -0.000000
2459828 digital_ok 0.00% 100.00% 100.00% 0.00% 100.00% 0.00% 0.629962 -0.367974 -0.844709 -0.793633 0.792327 -0.902544 -0.366707 0.001930 0.0816 0.0786 0.0120 1.295633 1.281942
2459827 digital_ok 0.00% 100.00% 100.00% 0.00% 100.00% 0.00% 0.393564 -0.212024 -0.818932 0.152182 0.003568 0.039676 -0.653146 -0.711716 0.0872 0.0834 0.0133 1.202621 1.202971
2459826 digital_ok 0.00% 100.00% 100.00% 0.00% 100.00% 0.00% 0.676299 -0.432358 -0.771119 0.111116 2.345571 -0.892563 -0.386671 0.172118 0.0674 0.0546 0.0050 0.948102 0.955810
2459825 digital_ok 0.00% 100.00% 100.00% 0.00% 100.00% 0.00% 0.886577 -0.464551 -0.497715 -0.683818 -0.017221 -0.843593 -0.771774 -0.776426 0.0831 0.0829 0.0153 1.237017 1.225016
2459824 digital_ok 0.00% 100.00% 100.00% 0.00% 100.00% 0.00% 0.033956 0.100230 -0.574889 -0.416084 1.196172 -1.226309 -0.385505 -0.189098 0.0980 0.1017 0.0184 1.254416 1.256060
2459823 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 1.211216 -0.310490 -0.087638 -0.426247 -0.638842 -0.260488 1.932679 8.126819 0.0889 0.0889 0.0153 1.189927 1.194340
2459822 digital_ok 0.00% 100.00% 100.00% 0.00% 100.00% 0.00% 1.505317 -0.471364 -0.787439 -0.437131 0.419871 -0.532417 -0.385653 -0.630788 0.0807 0.0838 0.0090 1.174760 1.176978
2459821 digital_ok 0.00% 11.29% 11.29% 0.00% 13.16% 86.84% 1.304874 0.024679 -0.804622 -0.105957 -1.074701 -0.861558 -1.234980 -0.247088 0.7377 0.6236 0.4095 16.464063 14.035217
2459820 digital_ok 0.00% 0.00% 0.00% 0.00% 0.00% 96.79% -0.011754 -0.487382 -0.938250 -0.582620 1.340505 1.787809 -0.472849 0.022100 0.7898 0.7269 0.3811 17.257329 25.539201
2459817 digital_ok 0.00% 0.00% 0.00% 0.00% 0.00% 100.00% 0.988486 -0.984864 -0.716940 -0.605681 -1.104759 -1.144457 -0.630770 -0.709467 0.8361 0.7282 0.4628 16.961869 12.085221
2459816 digital_ok 0.00% 0.00% 0.00% 0.00% 0.00% 100.00% 0.349427 -0.133988 -0.498314 -0.800990 -0.536328 -0.697703 -0.011670 2.644135 0.8509 0.6426 0.5489 16.294652 14.036255
2459815 digital_ok 0.00% 0.00% 0.00% 0.00% 0.00% 100.00% 0.769695 -1.063788 -0.257856 -0.767497 0.325083 -0.797740 -0.303506 0.295587 0.8338 0.7355 0.4737 39.477257 22.351573
2459814 digital_ok 0.00% - - - - - nan nan nan nan nan nan nan nan nan nan nan nan nan
2459813 digital_ok 0.00% 0.00% 0.00% 0.00% 0.00% 47.06% -0.099731 -0.903411 -1.015851 -0.720246 0.342186 2.606540 0.085345 0.696452 0.8083 0.7652 0.3711 15.921002 9.083299

Load antenna metric spectra and waterfalls from auto_metrics notebooks.¶

In [11]:
htmls_to_display = []
for am_html in auto_metric_htmls:
    html_to_display = ''
    # read html into a list of lines
    with open(am_html) as f:
        lines = f.readlines()
    
    # find section with this antenna's metric plots and add to html_to_display
    jd = [int(s) for s in re.split('_|\.', am_html) if s.isdigit()][-1]
    try:
        section_start_line = lines.index(f'<h2>Antenna {antenna}: {jd}</h2>\n')
    except ValueError:
        continue
    html_to_display += lines[section_start_line].replace(str(jd), f'<a href="{jd_to_auto_metrics_url(jd)}" target="_blank">{jd}</a>')
    for line in lines[section_start_line + 1:]:
        html_to_display += line
        if '<hr' in line:
            htmls_to_display.append(html_to_display)
            break

Figure 1: Antenna autocorrelation metric spectra and waterfalls.¶

These figures are reproduced from auto_metrics notebooks. For more info on the specific plots and metrics, see those notebooks (linked at the JD). The most recent 100 days (at most) are shown.

In [12]:
for i, html_to_display in enumerate(htmls_to_display):
    if i == 100:
        break
    display(HTML(html_to_display))

Antenna 71: 2459888

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
71 N04 digital_ok ee Shape 6.857624 -0.589296 6.857624 0.879898 0.451739 0.877510 1.322732 0.473012 1.047845

Antenna 71: 2459887

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
71 N04 digital_ok ee Shape 7.197700 -0.386138 7.197700 0.708164 0.619501 0.459040 0.047144 0.851707 3.614918

Antenna 71: 2459886

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
71 N04 digital_ok ee Shape 10.131322 10.131322 -0.543496 0.538707 0.791484 1.349991 1.788820 1.140530 1.033606

Antenna 71: 2459885

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
71 N04 digital_ok ee Shape 10.902654 -0.322635 10.902654 2.244975 2.512872 0.431013 0.652709 0.622992 2.661665

Antenna 71: 2459884

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
71 N04 digital_ok ee Shape 6.950963 -0.444525 6.950963 0.709745 0.470088 0.897870 1.353824 1.590506 1.693121

Antenna 71: 2459883

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
71 N04 digital_ok ee Shape 8.853293 -0.146874 8.853293 2.244701 2.622310 0.232857 0.305542 5.574592 5.801839

Antenna 71: 2459882

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
71 N04 digital_ok ee Shape 14.791454 -0.543288 14.791454 2.493257 2.689286 1.374785 0.189934 1.155669 1.605796

Antenna 71: 2459881

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
71 N04 digital_ok ee Shape 8.717978 -0.458909 8.717978 1.955330 3.169987 0.236563 1.620379 2.063948 2.081726

Antenna 71: 2459880

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
71 N04 digital_ok ee Shape 10.181190 -0.254598 10.181190 2.593897 3.234600 -0.028986 0.298490 1.539271 4.019427

Antenna 71: 2459879

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
71 N04 digital_ok ee Shape 5.618258 -0.399827 5.618258 0.929628 0.698804 1.209908 0.371902 0.750780 0.622150

Antenna 71: 2459878

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
71 N04 digital_ok ee Temporal Discontinuties 9.536783 -0.448755 9.525959 3.117703 3.889010 1.379818 0.895163 3.016019 9.536783

Antenna 71: 2459876

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
71 N04 digital_ok ee Shape 9.958691 9.958691 -0.174997 2.434388 2.716678 0.128042 0.848815 8.100216 2.316214

Antenna 71: 2459875

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
71 N04 digital_ok ee Shape 11.441520 11.441520 -0.060439 3.141645 2.639169 1.313102 1.642241 0.094325 0.202056

Antenna 71: 2459874

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
71 N04 digital_ok ee Shape 15.519001 15.519001 -0.179196 1.271528 1.133044 0.692646 1.371271 0.698135 1.342055

Antenna 71: 2459873

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
71 N04 digital_ok ee Shape 11.668281 11.668281 -0.231505 1.835850 1.533692 0.553772 0.618674 0.207565 0.114465

Antenna 71: 2459872

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
71 N04 digital_ok ee Shape 11.231388 -0.373657 11.231388 1.421250 2.425898 0.245353 1.591643 0.007875 -0.289010

Antenna 71: 2459871

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
71 N04 digital_ok ee Shape 8.658639 -0.290263 8.658639 2.016078 3.065064 1.199437 0.112384 0.221270 2.612836

Antenna 71: 2459870

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
71 N04 digital_ok ee Shape 14.064967 14.064967 -0.257774 2.749427 1.847210 4.425686 2.598194 1.053742 2.484994

Antenna 71: 2459869

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
71 N04 digital_ok ee Shape 11.602251 11.602251 0.243268 2.906336 1.801122 3.179037 1.177414 0.176364 -0.125422

Antenna 71: 2459868

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
71 N04 digital_ok ee Shape 12.592779 12.592779 -0.143079 3.969399 2.364782 0.127152 0.925846 0.626032 0.754839

Antenna 71: 2459867

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
71 N04 digital_ok ee Shape 9.646035 9.646035 -0.571492 2.476399 1.596568 0.733761 0.689013 0.104168 0.502830

Antenna 71: 2459866

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
71 N04 digital_ok ee Shape 10.701472 -0.492969 10.701472 2.008704 2.470740 1.306609 1.375613 -0.212759 0.412557

Antenna 71: 2459865

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
71 N04 digital_ok ee Shape 12.037257 12.037257 0.057079 2.796300 1.369075 0.601514 1.540400 0.039691 -0.602230

Antenna 71: 2459864

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
71 N04 digital_ok ee Shape 11.616303 -1.380963 11.616303 -0.084366 7.465394 -0.629946 -0.172384 1.790742 0.432636

Antenna 71: 2459863

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
71 N04 digital_ok ee Shape 8.113825 8.113825 -0.993424 2.500205 0.352540 0.600975 2.402021 0.354768 0.016550

Antenna 71: 2459862

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
71 N04 digital_ok ee Power 8.422603 7.980686 -1.022457 8.422603 0.056223 1.122417 -0.638614 0.479714 0.054406

Antenna 71: 2459861

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
71 N04 digital_ok ee Shape 5.620183 -0.619198 5.620183 0.652672 2.672637 1.414781 1.597291 0.305276 -0.125256

Antenna 71: 2459860

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
71 N04 digital_ok ee Power 7.980877 6.492629 -0.609447 7.980877 0.104701 1.971564 0.139246 0.099037 0.158478

Antenna 71: 2459859

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
71 N04 digital_ok ee Shape 5.090654 5.090654 -0.696413 3.168367 0.758889 2.762945 0.890869 0.980521 0.566110

Antenna 71: 2459858

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
71 N04 digital_ok ee Shape 5.347753 -0.809368 5.347753 0.654002 3.274839 1.929175 4.660237 0.392637 0.246911

Antenna 71: 2459857

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
71 N04 digital_ok nn Shape 0.716194 0.716194 -0.331940 0.039657 0.183691 -0.901534 -0.206555 -0.113309 -0.123510

Antenna 71: 2459856

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
71 N04 digital_ok ee Power 0.251967 -0.223759 -0.824560 0.251967 -1.076198 -0.206480 -1.153102 -0.770481 -0.519833

Antenna 71: 2459855

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
71 N04 digital_ok nn Temporal Discontinuties 0.936904 -0.321615 -0.096351 -1.146165 0.342914 -0.818353 0.509348 0.936904 -0.227832

Antenna 71: 2459854

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
71 N04 digital_ok nn Power inf 360.936098 360.700941 inf inf 3646.388598 3780.149264 9680.451492 10121.228596

Antenna 71: 2459853

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
71 N04 digital_ok nn Temporal Discontinuties -0.056032 -0.902205 -0.172393 -0.727415 -0.121582 -0.969351 -0.063215 -0.056032 -0.373525

Antenna 71: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
71 N04 digital_ok ee Power -0.004026 -0.293112 -0.975728 -0.004026 -0.926836 -0.231071 -0.734389 -0.646879 -0.878426

Antenna 71: 2459851

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
71 N04 digital_ok ee Power -0.147759 -0.390909 -0.666975 -0.147759 -0.701423 -0.300772 -1.771150 -0.544783 -0.982969

Antenna 71: 2459850

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
71 N04 digital_ok ee Temporal Variability 0.374860 -0.320662 -0.702292 -0.228998 -0.779567 0.374860 -1.231858 -0.445826 -0.542040

Antenna 71: 2459849

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
71 N04 digital_ok nn Power -0.004101 -0.408103 -1.136536 -0.601404 -0.004101 -0.399490 -0.110185 -0.351169 -0.212781

Antenna 71: 2459848

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
71 N04 digital_ok ee Temporal Variability 1.115676 -0.705934 -0.331539 0.145032 -0.972796 -1.245366 1.115676 -0.696916 -0.631327

Antenna 71: 2459847

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
71 N04 digital_ok nn Power -0.013203 -0.726527 -0.191938 -0.013203 -0.967583 -0.758538 -0.059615 -0.711666 -0.515935

Antenna 71: 2459846

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
71 N04 digital_ok nn Power 0.257493 -0.518460 -1.037784 -0.674699 0.257493 -1.122219 -0.616805 -0.603522 -0.498896

Antenna 71: 2459845

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
71 N04 digital_ok nn Power 1.419512 -0.784062 -0.227829 1.419512 -0.573537 -0.330809 0.055493 -1.278998 -0.616525

Antenna 71: 2459844

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
71 N04 digital_ok nn Shape 2.202295 -0.930827 2.202295 -0.729193 -0.499534 0.363286 -0.206158 -0.414141 -0.888864

Antenna 71: 2459843

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
71 N04 digital_ok nn Temporal Discontinuties 0.278577 -0.361707 -0.074039 -0.659554 -1.195611 -0.952227 -0.535225 0.278577 -0.440991

Antenna 71: 2459840

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
71 N04 digital_ok ee Shape 3.696035 3.696035 -0.048183 -0.284804 0.222733 -0.665993 -0.693998 0.046016 -0.128424

Antenna 71: 2459839

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
71 N04 digital_ok nn Power 1.016842 -1.029719 0.265663 1.016842 -0.607648 -1.277180 -0.720534 -0.503953 0.036926

Antenna 71: 2459838

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
71 N04 digital_ok nn Temporal Discontinuties 811.218503 124.180484 43.311813 81.377069 53.093704 100.256708 39.563779 811.218503 313.314541

Antenna 71: 2459835

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
71 N04 digital_ok nn Temporal Variability 1.822607 0.277100 0.247278 0.685258 0.465180 1.822607 1.028009 -0.693650 -0.166935

Antenna 71: 2459833

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
71 N04 digital_ok ee Temporal Variability 2.061421 1.362387 -0.636223 -0.705614 -0.959252 0.283406 2.061421 -0.843769 -0.041900

Antenna 71: 2459832

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
71 N04 digital_ok ee Shape 0.301393 0.301393 -0.056304 -0.793682 -0.530420 -0.378915 -0.941096 -0.274729 -0.418640

Antenna 71: 2459831

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
71 N04 digital_ok nn Shape 2.084997 1.258300 2.084997 -0.703593 0.829564 -1.109888 -1.405269 0.241027 -0.146848

Antenna 71: 2459830

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
71 N04 digital_ok ee Temporal Variability 1.622549 0.617604 -0.458540 -0.939213 -0.525633 1.622549 -1.102282 -0.286602 -0.446523

Antenna 71: 2459829

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
71 N04 digital_ok nn Temporal Variability 1.639768 0.001709 -0.001709 -0.717591 -0.905252 1.639768 -0.044571 0.969846 0.380920

Antenna 71: 2459828

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
71 N04 digital_ok ee Temporal Variability 0.792327 -0.367974 0.629962 -0.793633 -0.844709 -0.902544 0.792327 0.001930 -0.366707

Antenna 71: 2459827

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
71 N04 digital_ok ee Shape 0.393564 0.393564 -0.212024 -0.818932 0.152182 0.003568 0.039676 -0.653146 -0.711716

Antenna 71: 2459826

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
71 N04 digital_ok ee Temporal Variability 2.345571 -0.432358 0.676299 0.111116 -0.771119 -0.892563 2.345571 0.172118 -0.386671

Antenna 71: 2459825

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
71 N04 digital_ok ee Shape 0.886577 -0.464551 0.886577 -0.683818 -0.497715 -0.843593 -0.017221 -0.776426 -0.771774

Antenna 71: 2459824

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
71 N04 digital_ok ee Temporal Variability 1.196172 0.033956 0.100230 -0.574889 -0.416084 1.196172 -1.226309 -0.385505 -0.189098

Antenna 71: 2459823

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
71 N04 digital_ok nn Temporal Discontinuties 8.126819 -0.310490 1.211216 -0.426247 -0.087638 -0.260488 -0.638842 8.126819 1.932679

Antenna 71: 2459822

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
71 N04 digital_ok ee Shape 1.505317 1.505317 -0.471364 -0.787439 -0.437131 0.419871 -0.532417 -0.385653 -0.630788

Antenna 71: 2459821

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
71 N04 digital_ok ee Shape 1.304874 0.024679 1.304874 -0.105957 -0.804622 -0.861558 -1.074701 -0.247088 -1.234980

Antenna 71: 2459820

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
71 N04 digital_ok nn Temporal Variability 1.787809 -0.011754 -0.487382 -0.938250 -0.582620 1.340505 1.787809 -0.472849 0.022100

Antenna 71: 2459817

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
71 N04 digital_ok ee Shape 0.988486 0.988486 -0.984864 -0.716940 -0.605681 -1.104759 -1.144457 -0.630770 -0.709467

Antenna 71: 2459816

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
71 N04 digital_ok nn Temporal Discontinuties 2.644135 -0.133988 0.349427 -0.800990 -0.498314 -0.697703 -0.536328 2.644135 -0.011670

Antenna 71: 2459815

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
71 N04 digital_ok ee Shape 0.769695 -1.063788 0.769695 -0.767497 -0.257856 -0.797740 0.325083 0.295587 -0.303506

Antenna 71: 2459814

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
71 N04 digital_ok nn Shape nan nan nan nan nan nan nan nan nan

Antenna 71: 2459813

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
71 N04 digital_ok nn Temporal Variability 2.606540 -0.903411 -0.099731 -0.720246 -1.015851 2.606540 0.342186 0.696452 0.085345
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